Hierarchical theories of structure formation predict that clusters of galax
ies should be embedded in a weblike structure, with filaments emanating fro
m them to large distances. The amount of mass contained within such filamen
ts near a cluster can be comparable to the collapsed mass of the cluster it
self. Diffuse infalling material also contains a large amount of mass. Both
of these components can contribute to the cluster weak lensing signal. Thi
s "projection bias" is maximized if a filament lies close to the line of si
ght to a cluster. Using large-scale numerical simulations of structure form
ation in a Lambda-dominated cold dark matter model, we show that the projec
ted mass typically exceeds the actual mass by several tens of percent. This
effect is significant for attempts to estimate cluster masses through weak
lensing observations and will affect weak lensing surveys aimed at constru
cting the cluster mass function.